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Exploring Unsupervised Machine Learning Techniques for Genomic Island Categorization

Published: 10 September 2023 Publication History
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References

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Daniel M. de Brito,Vinicius Maracaja-Coutinho,Savio T. de Farias,Leonardo V. Batista,Thaís G. do Rêgo. 2016. A Novel Method to Predict Genomic Islands Based on Mean Shift Clustering Algorithm. PLOS ONE. https://doi.org/10.1371/journal.pone.0146352
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Catherine M Mageeney, Britney Y Lau, Julian M Wagner, Corey M Hudson, Joseph S Schoeniger, Raga Krishnakumar, Kelly P Williams, New candidates for regulated gene integrity revealed through precise mapping of integrative genetic elements, Nucleic Acids Research, Volume 48, Issue 8, 07 May 2020, Pages 4052–4065.
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Parallel and Sequential Bioinformatics Libraries for High Throughput Sequences / FastANI: Fast Whole-Genome Similarity (ANI) Estimation. https://github.com/ParBLiSS/FastANI
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Jain, C., Rodriguez-R, L.M., Phillippy, A.M. High throughput ANI analysis of 90K prokaryotic genomes reveals clear species boundaries. Nat Commun 9, 5114 (2018). https://doi.org/10.1038/s41467-018-07641-9
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Zhao, Ying, George Karypis, and Usama Fayyad. "Hierarchical clustering algorithms for document datasets." Data mining and knowledge discovery 10 (2005): 141-168.
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Murtagh, Fionn, and Pedro Contreras. "Algorithms for hierarchical clustering: an overview." Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery 2.1 (2012): 86-97.
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Paola A. Buitrago and Nicholas A. Nystrom. 2021. Neocortex and Bridges-2: A High Performance AI+HPC Ecosystem for Science, Discovery, and Societal Good. In High Performance Computing, Sergio Nesmachnow, Harold Castro, and Andrei Tchernykh (Eds.). Springer International Publishing, Cham, 205–219.
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Mayank Dwivedi. K-Means Clustering and Dunn Index Implementation. Medium. https://mayankdw.medium.com/k-means-clustering-and-dunn-index-implementaion-from-scratch-9c66573bfe90

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cover image ACM Conferences
PEARC '23: Practice and Experience in Advanced Research Computing 2023: Computing for the Common Good
July 2023
519 pages
ISBN:9781450399852
DOI:10.1145/3569951
Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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Published: 10 September 2023

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Author Tags

  1. bioinformatics
  2. genomic islands
  3. high performance computing
  4. phylogenic trees
  5. unsupervised learning

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